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cs.LG2022
TinyMLOps: Operational Challenges for Widespread Edge AI Adoption
Sam Leroux, Pieter Simoens, Meelis Lootus +2
Deploying machine learning applications on edge devices can bring clear benefits such as improved reliability, latency and privacy but it also introduces its own set of challenges.…
cs.SE2022★ 1 cited
A VM/Containerized Approach for Scaling TinyML Applications
Meelis Lootus, Kartik Thakore, Sam Leroux +3
Although deep neural networks are typically computationally expensive to use, technological advances in both the design of hardware platforms and of neural network architectures, h…